{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hikyuu 交互式工具示例\n",
    "=============="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、引入交互式工具\n",
    "-----------------\n",
    "需从hikyuu.interactive.interactive引入，而不是直接从hikyuu库中引入（hikyuu是一个库，可用于编制其他的工具，而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "[2019-04-01 21:31:19.271] [trace] SQLITE3: c:\\stock/stock.db\n",
      "[2019-04-01 21:31:19.274] [info] Loading market information...\n",
      "[2019-04-01 21:31:19.276] [info] Loading stock type information...\n",
      "[2019-04-01 21:31:19.279] [info] Loading stock information...\n",
      "[2019-04-01 21:31:23.346] [info] Loading KData...\n",
      "[2019-04-01 21:31:23.366] [info] Preloading all day kdata to buffer!\n",
      "[2019-04-01 21:31:34.663] [info] 11.3159s Loaded Data.\n",
      "Wall time: 18.2 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *\n",
    "#use_draw_engine('echarts') #use_draw_engine('matplotlib')  #默认为'matplotlib'绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、创建交易系统并运行\n",
    "--------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建模拟交易账户进行回测，初始资金30万\n",
    "my_tm = crtTM(initCash = 300000)\n",
    "\n",
    "#创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "#固定每次买入1000股\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "#创建交易系统并运行\n",
    "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "sys.run(sm['sz000001'], Query(-150))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、绘制曲线观察\n",
    "---------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制系统信号\n",
    "sys.plot()\n",
    "\n",
    "k = sm['sz000001'].getKData(Query(-150))\n",
    "c = CLOSE(k)\n",
    "fast = EMA(c, 5)\n",
    "slow = EMA(fast, 10)\n",
    "\n",
    "#绘制信号指示器使用两个指标\n",
    "fast.plot(new=False)\n",
    "slow.plot(new=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4、绘制资金收益曲线\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制资金收益曲线\n",
    "x = my_tm.getProfitCurve(k.getDatetimeList(), KQuery.DAY)\n",
    "x = PRICELIST(x)\n",
    "x.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5、回测统计报告\n",
    "----------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "帐户初始金额: 300000.00\n",
      "累计投入本金: 300000.00\n",
      "累计投入资产: 0.00\n",
      "累计借入现金: 0.00\n",
      "累计借入资产: 0.00\n",
      "累计红利: 0.00\n",
      "现金余额: 288820.00\n",
      "未平仓头寸净值: 13180.00\n",
      "当前总资产: 302000.00\n",
      "已平仓交易总成本: 0.00\n",
      "已平仓净利润总额: 1650.00\n",
      "单笔交易最大占用现金比例%: 4.25\n",
      "交易平均占用现金比例%: 3.61\n",
      "已平仓帐户收益率%: 0.55\n",
      "帐户年复合收益率%: 1.26\n",
      "帐户平均年收益率%: 1.26\n",
      "赢利交易赢利总额: 2490.00\n",
      "亏损交易亏损总额: -840.00\n",
      "已平仓交易总数: 4.00\n",
      "赢利交易数: 1.00\n",
      "亏损交易数: 3.00\n",
      "赢利交易比例%: 25.00\n",
      "赢利期望值: 412.50\n",
      "赢利交易平均赢利: 2490.00\n",
      "亏损交易平均亏损: -280.00\n",
      "平均赢利/平均亏损比例: 8.89\n",
      "净赢利/亏损比例: 2.96\n",
      "最大单笔赢利: 2490.00\n",
      "最大单笔亏损: -350.00\n",
      "赢利交易平均持仓时间: 76.00\n",
      "赢利交易最大持仓时间: 76.00\n",
      "亏损交易平均持仓时间: 15.00\n",
      "亏损交易最大持仓时间: 22.00\n",
      "空仓总时间: 73.00\n",
      "空仓时间/总时间%: 37.00\n",
      "平均空仓时间: 18.00\n",
      "最长空仓时间: 32.00\n",
      "最大连续赢利笔数: 1.00\n",
      "最大连续亏损笔数: 3.00\n",
      "最大连续赢利金额: 2490.00\n",
      "最大连续亏损金额: -840.00\n",
      "R乘数期望值: 0.05\n",
      "交易机会频率/年: 7.56\n",
      "年度期望R乘数: 0.38\n",
      "赢利交易平均R乘数: 0.26\n",
      "亏损交易平均R乘数: -0.03\n",
      "最大单笔赢利R乘数: 0.26\n",
      "最大单笔亏损R乘数: -0.03\n",
      "最大连续赢利R乘数: 0.26\n",
      "最大连续亏损R乘数: -0.03\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#回测统计\n",
    "from datetime import datetime\n",
    "\n",
    "per = Performance()\n",
    "print(per.report(my_tm, Datetime(datetime.today())))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6、关于性能\n",
    "---------------\n",
    "\n",
    "经常有人问到性能问题，下面这段的代码使用之前的系统示例，遍历指定板块的所有股票，计算他们的“盈利交易比例%”（即胜率）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_func(stock, query):\n",
    "    \"\"\"计算指定stock的系统策略胜率，系统策略为之前的简单双均线交叉系统（每次固定买入100股）\n",
    "    \"\"\"\n",
    "    #创建模拟交易账户进行回测，初始资金30万\n",
    "    my_tm = crtTM(initCash = 1000000)\n",
    "\n",
    "    #创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "    my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "    #固定每次买入1000股\n",
    "    my_mm = MM_FixedCount(100)\n",
    "\n",
    "    #创建交易系统并运行\n",
    "    sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "    sys.run(stock, query)\n",
    "    \n",
    "    per = Performance()\n",
    "    per.statistics(my_tm, Datetime(datetime.today()))\n",
    "    return per.get(\"赢利交易比例%\".encode('gb2312'))\n",
    "\n",
    "def total_func(blk, query):\n",
    "    \"\"\"遍历指定板块的所有的股票，计算系统胜率\"\"\"\n",
    "    result = {}\n",
    "    for s in blk:\n",
    "        if s.valid and s.type != constant.STOCKTYPE_INDEX:\n",
    "            result[s.name] = test_func(s, query)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "遍历所有当前有效且并非指数的证券。下面是我的机器执行结果，共计算4151支证券，最近500个交易日，共耗时2.89秒。机器配置：Intel i7-4700HQ 2.G。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 4.06 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4491"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time a = total_func(sm, Query(-500))\n",
    "len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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